Basic Statistics

Raw Counts

Name Value
Rows 5,570
Columns 40
Discrete columns 10
Continuous columns 30
All missing columns 0
Missing observations 88
Complete Rows 5,533
Total observations 222,800
Memory allocation 3.1 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

## 9 columns ignored with more than 50 categories.
## cod_ibge: 5570 categories
## municipio: 5289 categories
## microrregiao: 554 categories
## mesorregiao: 137 categories
## nome_da_regiao_rural: 104 categories
## valor_area_temp: 4984 categories
## area_plantada_temp: 3970 categories
## area_plantada_perm: 1618 categories
## valor_area_perm: 3402 categories

QQ Plot

QQ Plot (by credito)

Correlation Analysis

## Warning in dummify(data, maxcat = maxcat): Ignored all discrete
## features since `maxcat` set to 20 categories!

Principal Component Analysis

## 9 features with more than 50 categories ignored!
## cod_ibge: 5533 categories
## municipio: 5255 categories
## microrregiao: 553 categories
## mesorregiao: 137 categories
## nome_da_regiao_rural: 104 categories
## valor_area_temp: 4964 categories
## area_plantada_temp: 3956 categories
## area_plantada_perm: 1617 categories
## valor_area_perm: 3401 categories

Bivariate Distribution

Boxplot (by credito)

Scatterplot (by credito)